{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "75417ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "97fca3e3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>growth_from_2000_to_2013</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>population</th>\n",
       "      <th>rank</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>New York</td>\n",
       "      <td>4.8%</td>\n",
       "      <td>40.712784</td>\n",
       "      <td>-74.005941</td>\n",
       "      <td>8405837</td>\n",
       "      <td>1</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>4.8%</td>\n",
       "      <td>34.052234</td>\n",
       "      <td>-118.243685</td>\n",
       "      <td>3884307</td>\n",
       "      <td>2</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chicago</td>\n",
       "      <td>-6.1%</td>\n",
       "      <td>41.878114</td>\n",
       "      <td>-87.629798</td>\n",
       "      <td>2718782</td>\n",
       "      <td>3</td>\n",
       "      <td>Illinois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Houston</td>\n",
       "      <td>11.0%</td>\n",
       "      <td>29.760427</td>\n",
       "      <td>-95.369803</td>\n",
       "      <td>2195914</td>\n",
       "      <td>4</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>2.6%</td>\n",
       "      <td>39.952584</td>\n",
       "      <td>-75.165222</td>\n",
       "      <td>1553165</td>\n",
       "      <td>5</td>\n",
       "      <td>Pennsylvania</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           city growth_from_2000_to_2013   latitude   longitude  population  \\\n",
       "0      New York                     4.8%  40.712784  -74.005941     8405837   \n",
       "1   Los Angeles                     4.8%  34.052234 -118.243685     3884307   \n",
       "2       Chicago                    -6.1%  41.878114  -87.629798     2718782   \n",
       "3       Houston                    11.0%  29.760427  -95.369803     2195914   \n",
       "4  Philadelphia                     2.6%  39.952584  -75.165222     1553165   \n",
       "\n",
       "   rank         state  \n",
       "0     1      New York  \n",
       "1     2    California  \n",
       "2     3      Illinois  \n",
       "3     4         Texas  \n",
       "4     5  Pennsylvania  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the city data\n",
    "\n",
    "filename = '../data/cities.json'\n",
    "\n",
    "df = pd.read_json(filename)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d1dbaac0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bar plot showing how many of the top 1000 cities are in each state.\n",
    "# Order the plot from smallest to greatest.\n",
    "p = (\n",
    "    df\n",
    "    .groupby('state')['city'].count()\n",
    "    .sort_values()\n",
    "    .plot.bar(figsize=(10,10))\n",
    ")\n",
    "\n",
    "f = p.get_figure()\n",
    "f.savefig('../../media/CH10_F1_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "910e64bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bar plot showing growth in Pennsylvania cities, sorted from lowest to highest\n",
    "p = (\n",
    "    df.loc[\n",
    "        df['state']=='Pennsylvania', \n",
    "        ['city','growth_from_2000_to_2013']]\n",
    "    .set_index('city')\n",
    "    ['growth_from_2000_to_2013']\n",
    "    .str.replace('%', '')\n",
    "    .astype(np.float16)\n",
    "    .sort_values()\n",
    "    .plot.bar(figsize=(10,10))\n",
    ")\n",
    "\n",
    "f = p.get_figure()\n",
    "f.savefig('../../media/CH10_F2_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d1edb97e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x2500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a pie plot from all Massachusetts cities, so that we can see the proportion that each city contributes to the overall population\n",
    "p = (\n",
    "    df\n",
    "    .loc[\n",
    "        df['state'] == 'Massachusetts', \n",
    "        ['city','population']]\n",
    "    .set_index('city')\n",
    "    ['population']\n",
    "    .plot.pie(figsize=(25,25))\n",
    ")\n",
    "\n",
    "f = p.get_figure()\n",
    "f.savefig('../../media/CH11_F3_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7dce3a1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a scatter plot of the cities, with x being longitude and y latitude.\n",
    "# What does the resulting plot look like?\n",
    "\n",
    "p = (\n",
    "    df\n",
    "    .plot.scatter(x='longitude', y='latitude')\n",
    ")\n",
    "\n",
    "f = p.get_figure()\n",
    "f.savefig('../../media/CH10_F4_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2f61bd9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
